{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting started with RadIO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Welcome to the first notebook in series of tutorials covering deep learning research of lung cancer using RadIO. Here you will (1) learn about general approach of RadIO when working with dataset of scans and (2) perform basic preprocessing operations (load of data into memory and resize of scans). As you will see in a minute, the (1) will save you the trouble of looping through the dataset that cannot fit into memory. In turn, learning (2) will give you a good idea of how one can build complex preprocessing pipelines using RadIO.\n",
    "\n",
    "In this tutorial you will work with [LUNA16 competition dataset](https://luna16.grand-challenge.org/), consisting of 888 cancer-annotated examples of scans of Computational Tomography (CT-scans). Annotations is simply a csv-table that contains location and diameter of cancerous nodules. In order to follow the tutorial, we advice you to download at least part of this dataset on [this link](https://luna16.grand-challenge.org/download/) (you will need a registration)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Working with dataset of scans with ease"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The very first thing that one should understand about CT-scans is that they are **voluminous**. It is not possible to fit more than a few scans into memory. The only way to work with such large datasets is through an **indexing structure**. In RadIO, you can create this structure in three lines of code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "LUNA_MASK = '/data/MRT/luna/s*/*.mhd'      # set mask for scans from Luna-dataset here\n",
    "from radio.batchflow import FilesIndex\n",
    "luna_index = FilesIndex(path=LUNA_MASK, no_ext=True) # preparing indexing structure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RadIO works with scans using *batch-classes* **`CTImagesBatch`** and **`CTImagesMaskedBatch`**, which describe the logic of processing batches of CT-scans (`load` of data from disk, `resize` of scans to different shape). When we combine data processing logic and the index, we obtain the `dataset`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from radio.batchflow import Dataset\n",
    "from radio import CTImagesMaskedBatch\n",
    "luna_dataset = Dataset(index=luna_index, batch_class=CTImagesMaskedBatch)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "..and that's it, all necessary prerequisities are set up. It is time to get your hands on real data-processing operations of RadIO: `load` and `resize`.\n",
    "##### Note\n",
    "RadIO works with datasets using the **Batchflow-framework.** Check [the link](https://github.com/analysiscenter/batchflow) to find out more."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Preprocessing with RadIO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 `Load` of data from disk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RadIO-team thinks of **preprocessing** as of chained sequence of operations, called `actions`. A sequence of actions is called `Pipeline`. Whichever preprocessing you want to do, you should start with setting up a pipeline in **lazy-mode**. That is, you only provide a **plan** of what will happen with data and no real computation is performed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First and foremost, you need to load scans data from disk. Let us set up a short pipeline for this task."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from radio.batchflow import Pipeline\n",
    "preprocessing = Pipeline()                     # initialize empty Pipeline-object\n",
    "preprocessing = preprocessing.load(fmt='raw')  # the thing is lazy. No calculation is performed here!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What we did was to assemble a `Pipeline` with one action `load` with arguments `fmt=\"raw\"`. Argument `fmt` specifies the format of data and `raw` stands for [MetaImage-format](https://itk.org/Wiki/ITK/MetaIO/Documentation) which is used for Luna-dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Real calculation starts only when we pass a dataset through a pipeline. E.g., you can generate a batch of 3 scans with loaded data with this line of code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "batch = (luna_dataset >> preprocessing).next_batch(batch_size=3, shuffle=False)  # execution starts when you call next_batch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the line above, you generated an empty batch, containing 3 scans-indices, and passed it through the sequence of actions. In this specific case, there was only one action in the sequence."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](imgs/flow.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us plot an axial slice of a scan from batch and make sure that the data was loaded:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PurZTjd2pxonfPtZYnGqc3XsevLbHOu+pruF01/pYf0+1XgbH7lTjfibHPt09DH72WHKq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3jefklq9/1vd3jea5L+L0l3remsl+hATUmcSV/TiYkJNTY2GtS/9dZbdfLkSQsjQqGQIYoLxWOU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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1093d63710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from utils import show_slices\n",
    "show_slices(batch, scan_indices=0, ns_slice=69, grid=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 `Resize`: changing shape of scans-data using interpolation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, the loaded scan has shape **[179, 512, 512]** (**179** slices of shape **[512, 512]**). Clearly, the scan of such shape can eat **a lot** of GPU-memory. This can be a problem, if our goal is to build complex deep learning algorithms. Naturally, you may want to **resize** scans to a lesser shape without loosing much information. For this purpose you only need to add action `resize` to your preprocessing pipeline: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "preprocessing = preprocessing.resize(shape=(92, 256, 256)) # remember, nothing is executed here"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, you can build preprocessing pipeline from scratch, chaining all actions you need. RadIO-team advises to follow this approach. In that way, you can easily see all operations included in the workflow:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "preprocessing = (Pipeline()                     # Initialize empty pipeline \n",
    "                 .load(fmt='raw')               # load data from disk\n",
    "                 .resize(shape=(92, 256, 256))) # resize to shape (92, 256, 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can now pass a batch of 3 scans through the preprocessing workflow (which now contains two actions: `load` and `resize`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "batch = (luna_dataset >> preprocessing).next_batch(batch_size=3, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "..and see the result for yourself:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9LYIo4pArLOvlr5DaZraHBCzNdpY5PT2NiYkJ58KoH89ruLJqPdSyUouN1gwQ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Mi7cMsBkdZ22nZI3hcA/CsAFwF8fchx/h8AP4N6dbu/VnMcp9t13amb/z4PgBGmfwvgq47j/C+o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\n/0pjeftZjn9fHEMC8BtE4KSyi18nqtvzpzom7VwL8N+ATaatT6adO6s2k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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f109a9b1d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_slices(batch, scan_indices=0, ns_slice=35, grid=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the scan now has different shape. In the same time, the content is roughly the same. Of course, `load` and `resize` are not the only actions implemented in RadIO. RadIO also includes actions\n",
    "* `unify_spacing` (reshape scans so that spacings between different scans be the same: say, **[1.0, 1.0, 1.0]** mms).\n",
    "* `dump` (preprocessed scans-data on disk for future use).\n",
    "* `rotate` (the scans about z-axis for dataset-augmentation).\n",
    "* `sample_nodules` (for cropping out small, cancerous and noncancerous, parts of scans for more efficient use of scans-dataset).\n",
    "\n",
    "..and many more\n",
    "\n",
    "Go [here](https://analysiscenter.github.io/radio/intro/preprocessing.html) to see the full list."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. What's next?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After reading this tutorial you should be able to\n",
    "* Build a `Dataset` of computational tomogrpahy-scans from Luna-dataset, where `Dataset` is a structure, that indexes a large dataset on disk.\n",
    "* Build simple preprocessing pipelines, that contain `load` of data from disk and `resize` of scans to different shape.\n",
    "* Pass batches through pipelines using `next_batch`, thus changing the content of batches.\n",
    "\n",
    "In the [next tutorial](https://github.com/analysiscenter/radio/blob/master/tutorials/RadIO.II.ipynb) you can dive deeper into preprocessing-capabilities of RadIO and build a full-fledged preprocessing workflow that ends with creating *cancerous masks*, which can be used as a **target** for a segmenting net (e.g., [VNet](https://arxiv.org/abs/1606.04797))."
   ]
  }
 ],
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  "anaconda-cloud": {},
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